How AI answer engines name Ragas
Data through November 1, 2026
Across 1,511 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Infrastructure between May 10, 2026 and November 1, 2026, Ragas was named in 16 (1.1%).
Last 28 days: named in 3 of 597 answers in its home categories (0.5%), down 1.0 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about AI Infrastructure, and how many of them named Ragas.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 382 | 0.0% |
| Claude | 0 | 389 | 0.0% |
| Gemini | 13 | 314 | 4.1% |
| Perplexity | 1 | 389 | 0.3% |
| Google AI Mode | 2 | 24 | 8.3% |
| Google AI Overviews | 0 | 13 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 237 | 0.0% |
| Ranked list | 2 | 256 | 0.8% |
| Head-to-head | 0 | 256 | 0.0% |
| Is it worth it | 13 | 254 | 5.1% |
| How to choose | 1 | 254 | 0.4% |
| Problem first | 0 | 254 | 0.0% |
Week by week
Ragas was named in at least one answer in 8 of the 9 weeks on record; the latest was the week of October 26, 2026.
Each week's answers to buyer questions about AI Infrastructure, Monday to Sunday, newest first, and how many of them named Ragas. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 2 | 135 | 1.5% | |
| 0 | 140 | 0.0% | |
| 2 | 179 | 1.1% | |
| 1 | 180 | 0.6% | |
| 2 | 168 | 1.2% | |
| 3 | 168 | 1.8% | |
| 2 | 157 | 1.3% | |
| 2 | 196 | 1.0% | |
| 2 | 188 | 1.1% |
Named first
When an answer named Ragas alongside another brand in this record, it was named first in 0 of 17 (0.0%).
Named alongside
Sources the engines cited when they named Ragas
Domains cited in answers that named Ragas, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| reddit.com | 3 |
| aimprosoft.com | 2 |
| confluent.io | 2 |
| galileo.ai | 2 |
| langchain.com | 2 |
| medium.com | 2 |
| openkit.ai | 2 |
| render.com | 2 |
| aiacceleratorinstitute.com | 1 |
| apxml.com | 1 |
Ragas's own site (ragas.io) was cited in 1 of 17 (5.9%).
Across every answer run in the Machine Relations Index, not only the answers that named Ragas, ragas.io was cited in 3 of 34,788 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on ragas.io before it grades or ranks it.
Across every AI Infrastructure buyer question, not only the answers that named Ragas, the Machine Relations Index ranks which sources AI engines cite for AI Infrastructure questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| AI Infrastructure | 16 | 1,511 | 1.1% |
| AI Security & Privacy | 1 | 1,555 | 0.1% |
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Ragas?
ChatGPT did not name Ragas in any of its 382 answers to buyer questions about AI Infrastructure between May 10, 2026 and November 1, 2026.
Which sources do AI engines cite when they mention Ragas?
The domains cited most often in answers that named Ragas were reddit.com (3 answers), aimprosoft.com (2 answers) and confluent.io (2 answers).
Which AI engine names Ragas most often?
Google AI Mode, at 8.3%: it named Ragas in 2 of 24 answers to buyer questions about AI Infrastructure.